US7849122B2 - Self-authenticating quantum random bit generators - Google Patents
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- US7849122B2 US7849122B2 US11/787,903 US78790307A US7849122B2 US 7849122 B2 US7849122 B2 US 7849122B2 US 78790307 A US78790307 A US 78790307A US 7849122 B2 US7849122 B2 US 7849122B2
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/58—Random or pseudo-random number generators
- G06F7/588—Random number generators, i.e. based on natural stochastic processes
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B82—NANOTECHNOLOGY
- B82Y—SPECIFIC USES OR APPLICATIONS OF NANOSTRUCTURES; MEASUREMENT OR ANALYSIS OF NANOSTRUCTURES; MANUFACTURE OR TREATMENT OF NANOSTRUCTURES
- B82Y10/00—Nanotechnology for information processing, storage or transmission, e.g. quantum computing or single electron logic
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/06—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols the encryption apparatus using shift registers or memories for block-wise or stream coding, e.g. DES systems or RC4; Hash functions; Pseudorandom sequence generators
- H04L9/065—Encryption by serially and continuously modifying data stream elements, e.g. stream cipher systems, RC4, SEAL or A5/3
- H04L9/0656—Pseudorandom key sequence combined element-for-element with data sequence, e.g. one-time-pad [OTP] or Vernam's cipher
- H04L9/0662—Pseudorandom key sequence combined element-for-element with data sequence, e.g. one-time-pad [OTP] or Vernam's cipher with particular pseudorandom sequence generator
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/08—Key distribution or management, e.g. generation, sharing or updating, of cryptographic keys or passwords
- H04L9/0816—Key establishment, i.e. cryptographic processes or cryptographic protocols whereby a shared secret becomes available to two or more parties, for subsequent use
- H04L9/0852—Quantum cryptography
- H04L9/0858—Details about key distillation or coding, e.g. reconciliation, error correction, privacy amplification, polarisation coding or phase coding
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/32—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols including means for verifying the identity or authority of a user of the system or for message authentication, e.g. authorization, entity authentication, data integrity or data verification, non-repudiation, key authentication or verification of credentials
Definitions
- the present invention relates to random number generators, and, in particular, to methods and systems for generating a sequence of random bits using quantum mechanical properties of quantum systems.
- Random numbers have applications in numerous areas including game playing, statistical sampling, evaluating integral equations, particle transport calculations, and computations in statistical physics, just to name a few.
- random number generators (“RNGs”) figure prominently in methods and systems that use random numbers.
- RNGs are key components of secure systems and are used extensively to generate keys for cryptography.
- An ideal RNG generates numbers which cannot be predicted in advance, cannot be reliably reproduced, and are distributed according to a uniform distribution. In other words, RNGs ideally generate a sequence of unbiased random numbers.
- many commonly used RNGs either generate sequences of seemingly random numbers or may be susceptible to generating biased sequences of numbers.
- RNGs have been implemented in software to generate sequences of seemingly random numbers using formulas and numerical methods.
- Software-based RNGs are in general formula-based RNGs and are referred to as “pseudorandom number generators” because the formulas allow for prediction and reproduction of a sequence of pseudorandom numbers, provided the same initial parameters are used.
- x n is the nth number of a sequence of random numbers
- A, C, and M are parameters that can be adjusted to ensure that a sequence of numbers generated by the LPNG appears random.
- M is assigned the word size of a computer employed to compute a sequence of pseudorandom numbers
- x 0 the seed
- the seed is assigned a prime number.
- Alternative approaches may seed a pseudorandom number generator with the time produced by a computer-system clock each time the pseudorandom number generator is initiated. However, even using the time provided by a system clock is not infallible because one may be able to determine the time when the pseudorandom number generator was initiated.
- Hardware-based RNGs have also been developed to generate sequences of random numbers based on chaotic fluctuations observed in thermal noise generated by atomic, molecular, and electrical systems. For example, thermal noise generated by an electric current flowing through a resistor can be used as a source of a sequence of random numbers by assigning numbers to the magnitude of voltage equilibrium fluctuations.
- hardware-based RNGs are not always reliable because the systems employed are susceptible to environmental changes. For example, an electric noise-based RNG can be biased by changing the temperature of the system.
- the methods typically employed to authenticate the randomness of a sequence generated by a hardware-based RNG are deterministic software-based methods, which can be used to determine whether the sequence is statistically well-behaved but cannot be used to evaluate the true randomness of the sequence. Further, sufficiently powerful data processing systems with appropriate models or algorithms may become able to predict chaotic or thermal processes, even if only for a short time.
- QRBGs Quantum random bit generators
- a bit is the most basic unit of information used in computing and information processing and exists in one of two states represented by binary numbers “0” and “1.”
- QRBGs are based on quantum-mechanical properties of substantially identical quantum systems.
- a sequence of random numbers can be generated by associating each number with the outcome of a measurement performed on a quantum system. The numbers generated in this manner are truly random because each measurement projects the state of a quantum system onto one of many possible states at the time the measurement is performed, and, according to the standard interpretation of quantum mechanics, no amount of refinement of the measurement methods and measuring devices can overcome the uncertainty in the outcome of a measurement performed on a quantum system.
- QRBGs are highly desirable systems for generating sequences of random numbers.
- Quantum measurements can be used to generate random bits.
- a sequence of random bits can be generated by detecting the transmission and reflection of a 45°-polarized photon on a polarizing beamsplitter with two photomultiplier detectors located in the output channels of a polarizing beamsplitter. Each detector has the same probability of registering a detection event, but one cannot predict which detector records the next detection event.
- a sequence of random binary numbers can be constructed.
- a sequence of bits can be used to generate a sequence of random integers. For example, suppose separately transmitting 30 45°-polarized photons to a polarizing beamsplitter generates the following sequence of random bits:
- QRBGs appear to offer a convenient method and system for generating a sequence of random numbers
- the QRBGs may be susceptible to generating sequences of biased bits by tampering with the photon source.
- methods typically employed to authenticate the randomness of bit sequences generated by QRBGs are deterministic software-based methods, which are unreliable for assessing whether or not a sequence of bits is truly random.
- Physicists, cryptographers, computer scientists, and quantum-information users have recognized a need for QRBGs that can be used to reliably generate sequences of random bits, can be integrated into optoelectronic devices, and can also detect, authenticate, and correct biases in the sequences of random bits using methods that rely on the non-deterministic properties of quantum systems.
- a self-authenticating, quantum random bit generator comprises a transmission layer and a system control.
- the transmission layer includes an electromagnetic radiation source coupled to a waveguide branching into a first waveguide, a second waveguide, and a third waveguide.
- the electromagnetic radiation source is also configured to generate pulses of electromagnetic radiation in a first polarization state.
- One or more polarization rotators are positioned and configured to rotate pulses transmitted in the second waveguide into a second polarization state and rotate pulses transmitted in the third waveguide into a third polarization state.
- the system control is configured to generate a sequence of bits based on polarization basis states of the pulses transmitted in the first waveguide, and tomographically authenticates randomness of the sequence of bits based on polarization basis states of the pulses transmitted in the second and third waveguides.
- FIG. 1 illustrates a cubic cavity
- FIG. 2 illustrates a three-dimensional coordinate system with two independent polarization vectors and a normalized wavevector as basis vectors.
- FIG. 3 illustrates a representation of electric and magnetic field components of an electromagnetic wave in the coordinate system shown in FIG. 2 .
- FIG. 4 is an energy-level diagram of quantized electromagnetic radiation.
- FIG. 5 illustrates a probability distribution associated with a pulse output from a source and transmitted in a waveguide to a detector.
- FIGS. 6A-6B show plots of vertical and horizontal polarization basis states.
- FIG. 7 illustrates a Poincare sphere representation of polarization states.
- FIGS. 8A-8D show plots of four polarization states.
- FIG. 9 illustrates a geometric representation of Stokes parameters.
- FIG. 10 illustrates a general schematic representation of a quantum random number generator that represents an embodiment of the present invention.
- FIG. 11 illustrates a schematic representation of a first quantum random bit generator that represents an embodiment of the present invention.
- FIGS. 12A-12B illustrate a slotted polarization rotator that represents an embodiment of the present invention.
- FIGS. 13A-13B illustrate a slanted-ridge polarization rotator that represents an embodiment of the present invention.
- FIGS. 14A-14C illustrate schematic representations of three different random bit generators, each representing an embodiment of the present invention.
- FIG. 15 illustrates a hypothetical sequence of raw counts that may be recorded by a system control that represents an embodiment of the present invention
- FIG. 16 illustrates generating a sequence of random bits from a sequence of raw counts that represents an embodiment of the present invention.
- FIG. 17 illustrates the quantum random number generator shown in FIG. 10 for an adversarial scenario.
- FIG. 18 is a plot of a min-entropy that represents an embodiment of the present invention.
- FIG. 19 shows a control-flow diagram that represents one of many embodiments of the present invention for generating sequences of random bits.
- FIG. 20 shows a control-flow diagram for the routine “generate sequence of raw binary numbers ⁇ right arrow over (r) ⁇ n ” called in step 1906 of FIG. 19 and represents one of many embodiments of the present invention.
- FIG. 21 shows a control-flow diagram for the routine “tomographic analysis” called in step 1908 of FIG. 19 and represents one of many embodiments of the present invention.
- FIG. 22 is a control-flow diagram for the routine “sift the sequence of raw binary numbers” called in step 1910 of FIG. 19 and represents one of many embodiments of the present invention.
- Various embodiments of the present invention are directed to self-authenticating quantum random bit generators (“QRBGs”) that can be integrated into optoelectronic devices.
- QRBGs quantum random bit generators
- System embodiments of the present invention generate sequences of random bits and include quantum-mechanical-based methods that can be used to evaluate and authenticate randomness of the sequence and remove biased bits from the sequence.
- System embodiments are also small enough to be included in optoelectronic devices, such as personal computers, servers, and portable electronic devices, just to name a few.
- Embodiments of the present invention are mathematical in nature and, for this reason, are described below with reference to numerous equations and numerous graphical illustrations. Although mathematical expressions, alone, may be sufficient to fully describe and characterize embodiments of the present invention to those skilled in the art of quantum optics and quantum information, the more graphical, problem oriented examples, and control-flow-diagram approaches included in the following discussion are intended to illustrate various embodiments of the present invention in a variety of different ways so that the present invention may be accessible to readers with various backgrounds. Also, in order to assist the reader in understanding descriptions of various embodiments of the present invention, overview subsections of related topics in physics are provided. In a first subsection, an overview of quantum mechanics is provided. An overview of electromagnetic radiation and quantum optics is provided in a second subsection. An overview of coherent states is provided in a third subsection. An overview of polarization states and Stokes parameters is provided in a fourth subsection. Finally, various system and method embodiments of the present invention are described in a fifth subsection.
- Embodiments of the present invention employ concepts in quantum mechanics.
- the textbook “Quantum Mechanics, Vol. I and II,” by Claude Cohen-Tannoudji, Bernard Diu and Frank Laloe, Hermann, Paris, France, 1977, is one of many references for the field of quantum mechanics.
- topics in quantum mechanics that relate to embodiments of the present invention are described. Additional details can be obtained from the above-referenced textbook, or from many other textbooks, papers, and journal articles related to quantum mechanics.
- Quantum mechanics models the observed behavior, atomic and subatomic levels, of systems comprising photons, electrons, atoms, and molecules.
- Quantum systems exist in discrete states that are characterized by discrete measurable quantities.
- a state of a quantum system is represented by a ket and is denoted
- an electron has two intrinsic spin-angular-momentum states that correspond to two measurable spin-angular-momentum values /2 and /2, where is approximately 1.0546 ⁇ 10 ⁇ 34 Js.
- spin up The spin state that corresponds to the spin-angular momentum /2
- spin down the spin state that corresponds to the spin angular momentum /2
- ⁇ can also be represented by the kets
- a single label can be used to represent different states in entirely different quantum systems.
- 1 can represent a first quantized vibrational level of a diatomic molecule and can also be used to represent a single photon, as described below, in a following subsection.
- a measurement employed to determine a measurable quantity of a quantum system is represented by an operator ⁇ circumflex over ( ⁇ ) ⁇ , where the symbol “ ⁇ ” denotes an operator.
- ⁇ denotes an operator.
- an operator operates on a ket from the left as follows: ⁇ circumflex over ( ⁇ ) ⁇ (
- ⁇ ) ⁇ circumflex over ( ⁇ ) ⁇
- an operator ⁇ circumflex over ( ⁇ ) ⁇ is associated with a set of states called “eigenstates.”
- An eigenstate is represented as “
- ⁇ i ⁇ i
- a measurement employed to determine the spin angular momentum of an electron parallel to the z-axis is represented by ⁇ z , and the eigenvalue-eigenstate representations of observed spin-angular-momentum values are:
- the eigenstates of an operator are complex vectors that span a complex vector space called a “state space.”
- the eigenstates constitute a basis of the vector space if every state belonging to the state space has a unique linear superposition on the basis. For example, a state
- c i a complex valued coefficient called the “amplitude.”
- the state space associated with an operator is also called a “Hilbert space.”
- a Hilbert space includes a mathematical operation called the “inner product.”
- ⁇ is represented by: ⁇
- ⁇ has the following property: ⁇
- ⁇ ⁇
- ⁇ j ⁇ ij where ⁇ ij is 1 when i equals j, and 0 otherwise.
- the inner product of the eigenstates of a single electron Hilbert space are: ⁇
- ⁇ ⁇
- ⁇ 1, and ⁇
- ⁇ ⁇
- ⁇ 0
- ⁇ circumflex over (1) ⁇ is the identity operator.
- the summation is called the “completeness relation,” and the eigenstates ⁇
- ⁇ ⁇ The measurement corresponding to the operator ⁇ circumflex over ( ⁇ ) ⁇ projects the quantum system initially in the state
- a measurement on a quantum system is essentially a filtering process that places the state of the quantum system into one of the eigenstates in the linear superposition at the time of the measurement.
- an electron with an unknown spin orientation prior to a measurement corresponding to the operator ⁇ z is represented in a linear superposition of states:
- ⁇ c 1
- a spin determination measurement ⁇ z projects the state of the electron onto either the state
- ⁇ ⁇ ⁇ 1 2 ⁇ ⁇ ⁇ ⁇ + 1 2 ⁇ ⁇ ⁇ ⁇
- the expectation value represents the weighted eigenvalue average result expected from measurements on the quantum systems in the ensemble, where the initial state
- such an ensemble could be realized by preparing many identical and independent quantum systems all in the same state, or by repeatedly preparing a single system in the same state.
- the expectation value may not be the value obtained for each measurement and, therefore, is not to be confused with the eigenvalue obtained from the measurement.
- the expectation value of ⁇ z can be any real value between the eigenvalues /2 and /2, but the actual measured value of ⁇ z for an electron is always either /2 or /2 in each individual measurement.
- the density operator is represented in the ⁇
- ⁇ i basis by a matrix called the “density matrix” whose matrix elements are: ⁇ ij ⁇ i
- ⁇ j c i *c j
- the density operator characterizes the state of the quantum system. In other words, the density operator provides all the physical information that can be calculated from the state
- Tr the trace, or sum of the diagonal elements, of a matrix.
- Tr the density matrix of a two-state quantum system in the pure state:
- ⁇ c 1
- ⁇ 2 is given by:
- ⁇ [ c 1 ⁇ c 1 * c 1 ⁇ c 2 * c 2 ⁇ c 1 * c 2 ⁇ c 2 * ]
- the diagonal elements are the probabilities associated with projecting the quantum system into either the state
- ⁇ can be expressed as:
- ⁇ ⁇ ⁇ ⁇ ⁇ i , j ⁇ ⁇ ⁇ j
- ⁇ j ⁇ ⁇ i , j ⁇ ⁇ ⁇ j
- ⁇ j ⁇ Tr ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇ ⁇
- a quantum system can be in any one of the states
- the quantum system is said to exist in a “statistical mixture of states.”
- the density operator for a statistical mixture of states can be determined as follows.
- ⁇ np ⁇ ⁇ n ⁇ ⁇ ⁇ i ⁇ p i ⁇ ⁇ ⁇ i ⁇ ⁇ ⁇ ⁇ i
- ⁇ p ⁇ ⁇ i ⁇ p i ⁇ c n ( i ) ⁇ c p ( i ) *
- ⁇ i c 1 (i)
- ⁇ 2 The corresponding density matrix is given by:
- a tensor product is a way of combining Hilbert spaces of different quantum systems to form Hilbert spaces that represent combined quantum systems.
- H ⁇ is a Hilbert space of a first quantum system
- H ⁇ is a Hilbert space of a second quantum system.
- the Hilbert space denoted by H ⁇ H ⁇ represents a combined Hilbert space, where the symbol represents a tensor product.
- ⁇ can be abbreviated as
- ⁇ the spin states of two electrons in an atomic orbital are bases for a combined Hilbert space.
- the two electrons can either both be spin up, both be spin down, the first electron spin up and the second electron spin down, or the first electron spin down and the second electron spin up.
- the various tensor product representations of two spin up electrons are given by:
- ⁇ 2
- ⁇ 2
- ⁇ , ⁇ 12
- Quantum optics is a field of physics that relates the application of quantum mechanics to electromagnetic radiation. Electromagnetic radiation confined to a cavity with perfectly reflecting walls is quantized. Quantized electromagnetic radiation can be applied to more general unconfined optical systems, such as electromagnetic radiation propagating in free space or in an optical fiber.
- Electromagnetic radiation confined to a cavity, with no free charges and currents comprises an electric field component ⁇ right arrow over (E) ⁇ ( ⁇ right arrow over (r) ⁇ ,t) and a magnetic field component ⁇ right arrow over (B) ⁇ ( ⁇ right arrow over (r) ⁇ ,t) that are related in terms of a vector potential ⁇ right arrow over (A) ⁇ ( ⁇ right arrow over (r) ⁇ ,t) satisfying the wave equation:
- FIG. 1 illustrates a cubic cavity 100 .
- Orthogonal axes 102 , 104 , and 106 represent the x, y, and z Cartesian coordinate axes.
- the finite dimensional cubic cavity 100 imposes periodic boundary conditions on solutions to the wave equation.
- n x , m y , and m z are integers.
- Each set of integers (m x , m y , m z ) specifies a normal mode of the electromagnetic radiation, and the magnitude of the wavevector ⁇ right arrow over (k) ⁇ , is called the wavenumber, k, and is equal to ⁇ k /c, where c represents the speed of light in free space and ⁇ k is the angular frequency. Note that in real life the spectrum of normal modes of an electromagnetic field is actually continuous and a discrete spectrum of normal modes suggested by the wavevector ⁇ right arrow over (k) ⁇ is an approximation to the continuous spectrum.
- a propagating vector potential solution to the wave equation above that satisfies the periodic boundary conditions is:
- a ⁇ ( r , t ) ⁇ k ⁇ , s ⁇ e ⁇ k ⁇ ⁇ s ⁇ ( A k ⁇ ⁇ s ⁇ e i ⁇ ( k ⁇ ⁇ r ⁇ - ⁇ k ⁇ t ) + A k ⁇ ⁇ s * ⁇ e - i ⁇ ( k _ ⁇ r ⁇ - k ⁇ t ) )
- a ⁇ right arrow over (k) ⁇ s is a complex amplitude of the electromagnetic radiation
- ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ s represents two unit-length polarization vectors
- m x , m y , m z 0, ⁇ 1, ⁇ 2, ⁇ 3, . . . .
- the sum over ⁇ right arrow over (k) ⁇ represents the sum over the integers (m x , m y , m z ), and the sum over s is the sum over the two independent polarizations that are associated with each ⁇ right arrow over (k) ⁇ .
- the two polarization vectors ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 1 and ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 2 form a right-handed coordinate system with a normalized wavevector given by:
- FIG. 2 illustrates a three-dimensional right-handed coordinate system with two independent polarization vectors ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ s and a normalized wavevector ⁇ right arrow over ( ⁇ ) ⁇ as basis vectors.
- FIG. 2 illustrates a three-dimensional right-handed coordinate system with two independent polarization vectors ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ s and a normalized wavevector ⁇ right arrow over ( ⁇ ) ⁇ as basis vectors.
- the wavevector ⁇ right arrow over ( ⁇ ) ⁇ 202 , and the polarization vectors, ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 1 204 and ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 2 206 , define three orthogonal unit length basis vectors of a coordinate system with coordinate axes represented by lines 208 , 210 , and 212 , respectively.
- FIG. 3 illustrates a representation of electric and magnetic field components of electromagnetic radiation in the right-handed coordinate system shown in FIG. 2 .
- the electromagnetic radiation is directed along the wavevector ⁇ right arrow over ( ⁇ ) ⁇ 202 axis.
- the electric field component ⁇ right arrow over (E) ⁇ ( ⁇ right arrow over (r) ⁇ ,t) 302 and magnetic field component ⁇ right arrow over (B) ⁇ ( ⁇ right arrow over (r) ⁇ ,t) 304 are directed along the orthogonal polarization vectors ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 1 204 and ⁇ right arrow over (e) ⁇ ⁇ right arrow over (k) ⁇ 2 206 , respectively, and appear frozen at a particular time t.
- the energy of the electromagnetic radiation can be determined by evaluating the Hamiltonian:
- ⁇ 0 is the magnetic permeability of free space
- V is the volume of the cavity.
- the electric permittivity ⁇ 0 represents the degree to which a vacuum space can store electrical potential energy under the influence of an electric field
- the magnetic permeability ⁇ 0 represents the degree to which the vacuum modifies the flux of a magnetic field.
- the electric permittivity is further multiplied by a dielectric constant ⁇ , which is the degree to which the medium enhances the storage of electrical potential energy
- the magnetic permeability is further multiplied by ⁇ , which is the degree to which the medium further enhances the flux of a magnetic field.
- the quantum Hamiltonian operator is given by:
- a ⁇ k _ ⁇ ⁇ s ⁇ 2 ⁇ ⁇ ⁇ k ⁇ ⁇ 0 ⁇ V ⁇ a ⁇ k _ ⁇ ⁇ s , which can be substituted in the classical electric and magnetic field equations above to obtain electric and magnetic field operators:
- E ⁇ ⁇ ( r _ , t ) i ⁇ ⁇ k _ , s ⁇ ⁇ ⁇ ⁇ 2 ⁇ ⁇ ⁇ 0 ⁇ V ⁇ e k _ ⁇ ⁇ s [ a ⁇ k _ ⁇ ⁇ s ⁇ e i ⁇ ( k ⁇ r - ⁇ k ⁇ t ) - a ⁇ k _ ⁇ ⁇ s ⁇ ⁇ e - i ⁇ ( k ⁇ r - ⁇ k ⁇ t ) ⁇ ]
- ⁇ ⁇ B ⁇ ⁇ ( r _ , t ) i c ⁇ ⁇ k _ , s ⁇ ( ⁇ ⁇ ⁇ e _ ⁇ ⁇ s ) ⁇ ⁇ ⁇ ⁇ 2 ⁇ ⁇ ⁇ 0 ⁇ V ⁇ e k _ ⁇
- the electric field accounts for most of the interactions with charged matter.
- the electric field alone is generally used to characterize the behavior of electromagnetic radiation and any interactions with charged matter, and the magnetic field component can be ignored.
- Quantum computation and quantum information processing systems can be performed with a single mode ⁇ right arrow over (k) ⁇ s of electromagnetic radiation.
- the Hamiltonian operator for a single mode of electromagnetic radiation reduces to:
- H ⁇ ⁇ ⁇ ⁇ ⁇ ( a ⁇ ⁇ ⁇ a ⁇ + 1 2 ) , where â and â ⁇ replace the mode-dependent operators â ⁇ right arrow over (k) ⁇ k j s j and â ⁇ right arrow over (k) ⁇ j s j ⁇ in the Hamiltonian above.
- the eigenstates and the corresponding energy eigenvalues of the single mode Hamiltonian are:
- the annihilation and creation operators operate on a number state as follows: â
- n ⁇ square root over (n) ⁇
- n ⁇ square root over ( n+ 1) ⁇
- n n
- the number states can be generated by repeated application of the annihilation and creation operators to the number states. For example, repeated application of the annihilation operator to a number state lowers the photon number:
- ⁇ 0 ⁇ a ⁇ n n ! ⁇ ⁇ ⁇ n ⁇ ⁇ , where
- n ⁇ ⁇ ) ⁇ ⁇ ⁇ ⁇ ( n - 1 2 ) ⁇
- ⁇ n - 1 ⁇ ⁇ ( E n - ⁇ ⁇ ⁇ ⁇ )
- ⁇ ⁇ ( E n - ⁇ ⁇ ⁇ ⁇ )
- n ⁇ ) ⁇ ⁇ ⁇ ⁇ ( n + 3 2 ) ⁇
- ⁇ n + 1 ⁇ ⁇ ( E n + ⁇ ⁇ ⁇ )
- the photon number n refers to the number of photons ⁇ comprising the electromagnetic radiation.
- FIG. 4 is an energy level diagram of a single mode of quantized electromagnetic radiation. Horizontal lines represent energy levels of electromagnetic radiation.
- Energy level 402 is the lowest energy level, which corresponds to the ground or vacuum state
- the energy of the vacuum state is ⁇ /2 or 1 ⁇ 2 the energy of a single photon ⁇ . Higher energy levels of electromagnetic radiation are each separated from each other by the same quantum of energy ⁇ .
- energy level 404 represents electromagnetic field with a total electromagnetic energy of 5 ⁇ /2, which can be thought of as the energy of electromagnetic radiation having two photons plus the vacuum state energy ⁇ /2.
- the annihilation operator a corresponds to removal of a photon from the electromagnetic field
- the creation operator â ⁇ corresponds to addition of a photon to the electromagnetic radiation.
- the annihilation operator â represents a energy transition from the state
- This transition is accomplished by the electromagnetic field giving up a photon to the surroundings.
- the creation operator at represents a transition from the state
- This transition is accomplished by the electromagnetic field accepting a photon from the surroundings.
- the surroundings can be an atom, a quantum dot, or any other system that couples to the electromagnetic field through a dipole interaction. Loss or absorption of a photon will involve a simultaneous excitation of the surrounding system and creation or emission of a photon will involve a corresponding de-excitation of the surrounding system.
- Photons can be generated by a photon source and transmitted through free space or in an optical fiber.
- the photon source can generate a single short-duration burst of electromagnetic radiation, called a “pulse,” or generate a sequence or train of pulses, each pulse containing one or more photons that all have the same electromagnetic properties, such as wavelength, phase, and direction. Photons with the same optical properties are called “coherent.”
- the source, a detector, and a medium, such as an optical fiber, separating the source from the detector does not define an optical cavity.
- the source and the detector are parts of a continuous unidirectional flow of electromagnetic energy with no significant reflection or recycling of the energy.
- a pulse transmitted through free space or a waveguide can be described by a wavepacket that can be represented by a time-dependent, Gaussian-shaped function given by:
- ⁇ ⁇ ( t ) ( 2 ⁇ ⁇ ⁇ 2 ⁇ ) 1 / 4 ⁇ exp ⁇ ⁇ - i ⁇ ⁇ ⁇ 0 ⁇ t - ⁇ 2 ⁇ ( t 0 - t ) 2 ⁇ , where
- ⁇ 0 is the central frequency of the pulse spectrum
- t 0 is the time at which the peak of the wavepacket is located at a distance z 0 from the photon source
- ⁇ 2 is the variance of the intensity spectrum.
- the time t 0 can be determined by z 0 /v, where v is the velocity of the pulse traveling through free space or in an optical fiber.
- the wavepacket ⁇ (t) is the amplitude of the pulse, and
- 2 is a photodetection probability density function of the pulse, where the photodetection probability density function
- FIG. 5 illustrates a probability distribution associated with a pulse output from a source 502 and transmitted in a waveguide 504 to a detector 506 .
- the horizontal line 508 represents the distance z 0 the photon travels from the source 502 to the detector 506
- the horizontal line 510 is a time axis.
- the curve 512 represents the photodetection probability density function
- 2 512 is centered at the time t 0 , which corresponds to the average time a pulse takes to travel the distance z 0 .
- An area under the curve 512 represents the probability of detecting the pulse within a particular time period.
- hash-marked region 514 represents the probability of detecting the photon within the time period t 1 ⁇ t 0 ⁇ t 2 .
- Time period 516 is called a “time bin” and corresponds to the time period within which the photon is detected at the detector 506 .
- the coherent states are eigenstates of the annihilation operator: â
- ⁇ ⁇
- ⁇ circumflex over ( a ) ⁇ ⁇ ⁇
- ⁇ is not an eigenstate of the creation operator ⁇ circumflex over ( a ) ⁇ ⁇ because the summation over a cannot be rearranged to give the coherent state from â ⁇
- n ⁇
- ⁇
- the probability of detecting n photons in a measurement of the number of photons is a Poisson distribution:
- the coherent state is a quantum state whose properties most closely resemble a classical electromagnetic wave of stable amplitude and fixed phase.
- the electric field operator corresponding to an electric field propagating in the z direction, with the mode subscripts k and s removed, is:
- ⁇ ⁇ ( z , t ) ⁇ ⁇ ⁇ t - kz - ⁇ 2 and the electric field is measured in units of ⁇ square root over ( ⁇ /2 ⁇ 0 V) ⁇ .
- ⁇ is the mean phase angle of the coherent state excitation of the mode.
- electromagnetic radiation may be treated as propagating transverse electromagnetic waves. It is the electric field component, alone, that can be used to represent an electromagnetic wave, because the electric field accounts for most of the interactions with charged matter and the magnitude of the magnetic field is smaller than the electric field by the factor 1/c. As shown in FIG.
- Definite polarization states can be created by transmitting electromagnetic radiation comprising numerous randomly polarized electromagnetic waves through one or more polarizers. Each polarizer is a device that transmits only the electromagnetic waves with electric field components that are aligned with the polarization axis of the polarizer.
- any two orthogonal linear polarization states can be used to define a polarization basis, denoted by ⁇
- H represents an electromagnetic wave polarized in a first direction called the “horizontal polarization”
- V represents an electromagnetic wave polarized in a second direction orthogonal to the first direction and called “vertical polarization.”
- the polarization basis states satisfy the following conditions: H
- H V
- V 1, and H
- V 1
- FIGS. 6A-6B show plots of the polarization basis states
- FIG. 6A represents the x, y, and z Cartesian coordinate axes, respectively.
- FIG. 6A shows a vertical polarization state
- Directional arrow 606 represents the direction the electric field ⁇ right arrow over (E) ⁇ y (z,t) 604 propagates toward a plane of observation 608 . From the plane of observation 608 , one can observe the electric field ⁇ right arrow over (E) ⁇ y (z,t) 604 progress through one complete oscillatory cycle as the wave propagates along the z-axis through one wavelength ⁇ .
- the oscillatory cycle is represented by a double-headed directional arrow 610 .
- FIG. 6B shows a horizontal polarization state
- the associated horizontal oscillatory cycle is represented by a double-headed directional arrow 616 in the plane of observation 608 .
- V can also be used to construct an infinite number of polarization states represented by
- These polarization states can be represented mathematically as a coherent linear superposition of states:
- ⁇ ⁇ ⁇ cos ⁇ ( ⁇ 2 ) ⁇ ⁇ H ⁇ + e i ⁇ ⁇ sin ⁇ ( ⁇ 2 ) ⁇ ⁇ V ⁇
- An infinite number of polarization states of an electromagnetic wave can be geometrically represented by a three-dimensional Bloch sphere, which in this case is also called the “Poincare sphere.”
- FIG. 7 illustrates a Poincare sphere representation of polarization states.
- lines 701 - 703 are orthogonal coordinate axes, respectively, and a Poincare sphere 704 is centered at the origin.
- a point 705 represents a polarization state
- the six points 706 - 711 identify intersections between the Poincare sphere 704 and the coordinate axes 701 - 703 .
- the points 706 and 707 identify the polarization basis states
- ⁇ 45 0 ⁇ 1 2 ⁇ ( ⁇ H ⁇ + ⁇ V ⁇ )
- ⁇ ⁇ - 45 0 ⁇ 1 2 ⁇ ( ⁇ H ⁇ - ⁇ V ⁇ )
- ⁇ ⁇ R ⁇ 1 2 ⁇ ( ⁇ H ⁇ + i ⁇ ⁇ V ⁇ )
- ⁇ L ⁇ 1 2 ⁇ ( ⁇ H ⁇ - i ⁇ ⁇ V ⁇ ) , respectively.
- FIGS. 8A-8D show plots of the four polarization states
- FIG. 8A shows the 45° polarization state
- 45° is represented by a double-headed directional arrow 804 .
- FIG. 8B shows the ⁇ 45° polarization state
- 45° is represented by a double-headed directional arrow 808 .
- FIG. 8C shows a right-handed circularly polarization state
- the oscillatory cycle of the right-handed polarization state is represented by orthogonal double-headed directional arrows 810 and 812 that appear to rotate in a clockwise direction 814 .
- FIG. 8D shows a left-handed circularly polarization state also comprising the vertical and horizontal polarized fields 604 and 612 with a relative phase difference ⁇ of ⁇ /2.
- the oscillatory cycle of the left-hand polarization state is represented by orthogonal double-headed directional arrows 816 and 818 that appear to rotate in a counterclockwise direction 820 .
- Any polarization state can be represented by a linear combination of four quantities, called “Stokes parameters.”
- Stokes parameters are a convenient way to represent the polarization states of quasi-monochromatic electromagnetic radiation because electromagnetic radiation measurements typically can only determine intensities or the number of photons and not the polarization states.
- a 1 and a 2 are instantaneous amplitudes of two different orthogonal components E x and E y of the electric field vector;
- ⁇ is the phase difference between the components E x and E y .
- FIG. 9 illustrates a geometric representation of the Stokes parameters S 1 , S 2 , and S 3 .
- lines 902 - 904 are orthogonal x, y, and z Cartesian coordinate axes, respectively.
- the sphere 906 of radius S 0 is a geometric representation of all the different polarization states.
- the Stokes parameters S 1 , S 2 , and S 3 are regarded as the Cartesian coordinates of a point P 908 on the sphere 906 and 2 ⁇ and 2 ⁇ are the spherical angular coordinates. For every possible polarization state of a given intensity S 0 , there is a corresponding point on the sphere 906 and vice versa.
- Right-handed polarization is represented by points on the sphere 906 that lie above the equatorial xy-plane 910
- left-handed polarization is represented by points that on the sphere 906 that lie below the equatorial xy-plane 910 .
- the phase difference ⁇ is zero or an integral multiple of ⁇ and the parameter S 3 is zero.
- linearly polarized electromagnetic waves are represented by points that lie at the intersection of the sphere 906 and the xy-plane 910 .
- a 1 equals a 2 and the phase difference ⁇ is ⁇ /2 or ⁇ /2.
- right-handed circularly polarized electromagnetic radiation is represented by a point 912
- left-handed circularly polarized electromagnetic radiation is represented by a point 914 .
- the states are represented by points that lie inside the sphere 906 , as indicated by the inequality above.
- the Stokes parameters are normalized by dividing each parameter by the parameter S 0 , which is equivalent to using an incident beam of unit intensity.
- the Stokes parameters (S O ,S 1 ,S 2 ,S 3 ) for randomly polarized electromagnetic radiation in the normalized representation are (1, 0, 0, 0), which corresponds to the center of the sphere 906 .
- the normalized Stokes parameters are listed in Table I:
- the Stokes parameters of any quasi-monochromatic wave of electromagnetic radiation may be determine by intensity or photon number measurements and are given by the relations:
- the intensities I(0°, 0) and I(90°, 0) represent the intensities of horizontally and vertically polarized electromagnetic radiation
- I(45°, 0) and I( ⁇ 45°, 0) can represent the intensity of 45° and ⁇ 45° polarized electromagnetic radiation
- I ⁇ ( 45 ⁇ ° , ⁇ 2 ) ⁇ ⁇ and ⁇ ⁇ I ⁇ ( - 45 ⁇ ° , ⁇ 2 ) represent right-handed and left-handed circularly polarized electromagnetic radiation.
- the parameter S 0 represents the total intensity.
- the parameter S 1 equals the excess in intensity of electromagnetic radiation transmitted by a polarizer which accepts linear polarization with an angle of ⁇ equal to 0° over electromagnetic radiation transmitted with by a polarizer which accepts linear polarization with an angle of ⁇ equal to 90°.
- the parameter S 2 has a similar interpretation.
- the parameter S 3 equals the excess in intensity of electromagnetic radiation transmitted by a polarizer which accepts right-handed circularly polarized electromagnetic radiation, over left-handed circularly polarized electromagnetic radiation.
- Various system embodiments of the present invention are directed to self-authenticating QRBGs that can be integrated into optoelectronic devices.
- Method embodiments of the present invention include tomographic analysis, which is used to evaluate and authenticate the randomness of a sequence of random bits generated by the system embodiments of the present invention.
- FIG. 10 illustrates a general schematic representation of a QRBG 1000 that represents an embodiment of the present invention.
- the QRBG 1000 comprises a state generator 1002 , a polarization states analyzer (“PSA”) 1004 , a raw bit generator (“RBG”) 1006 , and a system control 1008 .
- the state generator 1002 outputs a 45° polarized pulse 1010 of electromagnetic radiation in a coherent state:
- the term “horizontal” refers to electromagnetic waves with the electric field component polarized in the plane of the QRBG 1000
- the term “vertical” refers to electromagnetic waves with the electric field component polarized orthogonal to the plane of the QRBG 1000 .
- ⁇ 45 1010 is split so that a first portion of the pulse
- Various system embodiments for the PSA 1004 and the RBG 1006 are described below with reference to FIGS. 11-14 .
- the PSA 1004 projects the initial state onto four different polarized coherent states of electromagnetic radiation.
- the four differently polarized coherent states are: (1) a 45° polarized pulse
- the PSA 1004 includes a detection system 1018 that detects the states 1012 - 1015 and transmits the detection results to the system control 1008 .
- the RBG 1006 may include an optional attenuator 1020 that reduces the number of photons in the pulse
- V represents a vertically polarized pulse comprising a single photon.
- the RBG 1006 includes a detection system 1022 that detects the presence of a single photon and transmits the detection result to the system control 1008 .
- V are used to encode bits. For example, detection of the state
- the system control 1008 receives the detection results supplied by the PSA 1004 and the RBG 1006 and outputs a sequence of random bits represented by a vector ⁇ right arrow over (s) ⁇ m , where m represents the number of random bits and m ⁇ N. Method embodiments described below with reference to FIGS. 15-22 are directed to constructing the sequence of random bits ⁇ right arrow over (s) ⁇ m .
- FIGS. 11-16 illustrate various QRBG system embodiments of the present invention that are in accordance with the general schematic QRBG 1000 described above.
- components that are common to the various QRBGs, shown in FIGS. 11-16 are provided with the same reference numerals and an explanation of their structure and function is not repeated.
- FIG. 11 illustrates a schematic representation of a first QRBG 1100 that represents an embodiment of the present invention.
- the QRBG 1100 comprises an electromagnetic radiation transmission layer 1102 and a system control 1104 .
- the transmission layer 1102 includes a laser diode 1106 and a ridge waveguide 1108 that splits into three waveguides 1110 - 1112 .
- the transmission layer 1102 can be fabricated from a slab of silicon oxynitride (“SiON”) or a suitable optical polymer, such as SU-8.
- the waveguides 1108 and 1110 - 1112 can be formed in the slab using various well-known reactive ion etching and lithographic methods.
- the QRBG 1100 includes three half-wave polarization rotators 1114 - 1116 , and a quarter-wave polarization rotator 1117 .
- the kinds of polarization rotators that can be used to introduce polarization into the waveguides 1110 and 1112 are described below with reference to FIGS. 12 and 13 .
- the QRBG 1100 includes three polarizing beamsplitters 1124 - 1126 located near the terminus of the waveguides 1110 - 1112 , respectively.
- the polarizing beamsplitters 1124 - 1126 are each comprised of a tapered waveguide located in close proximity to the waveguides 1110 - 1112 , respectively.
- polarizing beamsplitter 1124 includes a shorter waveguide 1136 .
- the tapered portions of the shorter waveguides are each configured so that vertically polarized pulse are evanescently extracted from the waveguides 1110 - 1112 while horizontally polarized pulses continue in the waveguides 1110 - 1112 .
- the system control 1104 includes p-i-n photodetectors 1128 - 1131 and two avalanche photodiodes 1132 and 1133 .
- FIGS. 12A-12B illustrate a slotted polarization rotator 1200 that represents an embodiment of the present invention.
- FIG. 12A illustrates a top view of the slotted polarization rotator comprising 8 slots represented by shaded rectangles, such as shaded rectangle 1202 .
- the slots have a substantially periodic spacing p and length L.
- FIG. 12B illustrates a cross-sectional view of the slotted polarization rotator 1200 shown in FIG. 12A that represents an embodiment of the present invention.
- the slots are etched into the ridge waveguide 1204 at an angle s and to a depth d.
- the slotted polarization rotator 1200 can be fabricated to operate similar to waveplate, which are well-known in larger scale optical applications.
- the slotted polarization rotator 1200 can be fabricated with appropriately selected parameters L, p, ⁇ , and d so that the slotted polarization rotator 1200 can be operated similar to a half-wave plate or a quarter-wave plate.
- slotted polarization rotators see “Compact polarization converter in InP-based material,” by Maria V. Kotlyar et al., Optics Express, Vol. 13, No. 13, June 2005.
- FIGS. 13A-13B illustrate a slanted-ridge polarization rotator 1300 that represents an embodiment of the present invention.
- FIG. 13A illustrates an isometric view of the slanted-ridge polarization rotator 1300 that represents an embodiment of the present invention.
- the slanted-ridge polarization rotator 1300 is of length L, is embedded in a ridge waveguide 1302 , and comprises a sloped sidewall 1304 and an opposing vertical sidewall 1306 .
- the slanted-ridge polarization rotator 1300 is supported by a suitable insulating layer 1308 , such as SiO 2 .
- FIG. 13A illustrates an isometric view of the slanted-ridge polarization rotator 1300 that represents an embodiment of the present invention.
- the slanted-ridge polarization rotator 1300 is of length L, is embedded in a ridge waveguide 1302 , and comprises a sloped sidewall 1304 and an opposing vertical side
- FIG. 13B illustrates a cross-sectional view of the slanted-ridge polarization rotator 1300 that represents an embodiment of the present invention.
- the slanted-ridge polarization rotator 1300 can also be fabricated to operate similar to a waveplate.
- the slanted-ridge polarization rotator 1300 can be fabricated with appropriately selected heights H, h, h r , width W, and length L so that the slanted-ridge polarization rotator 1300 can be operated similar to a half-wave plate or a quarter-wave plate.
- the laser diode 1106 can be configured to emit coherent pulses of electromagnetic radiation in either a horizontal polarization state
- the half-wave polarizing rotator 1114 receives the coherent pulse and outputs a 45° polarized coherent pulse
- ⁇ 45 is transmitted through a 3-way junction 1140 to give:
- ⁇ 45 A represents a 45° polarized pulse transmitted in the waveguide 1110 .
- ⁇ 45 B represents a 45° polarized pulse transmitted in the waveguide 1111 .
- ⁇ 45 C represents a 45° polarized pulse transmitted in the waveguide 1112 .
- the waveguide 1111 may optionally include an attenuator 1142 that reduces the intensity of the pulse
- the optional attenuator 1142 and polarizing beamsplitter 1125 corresponds to the RBG 1006 , described above with reference to FIG. 10 , and can be used to construct a sequence of bits by assigning the binary number “0” to a detection event at one of the avalanche photodiodes and assigning the binary number “1” to a detection event at the other avalanche photodiode.
- the attenuator 1142 can be fabricated by implanting a dopant in the waveguide 1111 that reduces the intensity of the pulse
- the polarizing beamsplitter 1125 splits the pulse
- V represents a vertically polarized single photon pulse transmitted in the waveguide 1136 and detected by the avalanche photodiode 1133 .
- ⁇ 45 C transmitted in the waveguides 1110 and 1112 , respectively, are used to perform tomographic analysis as described below with reference to FIGS. 15-22 .
- the waveguides 1110 and 1112 and corresponding polarization rotators 1115 - 1117 correspond to the PSA 1004 , described above with reference to FIG. 10 .
- the quarter-wave polarization rotator 1117 can be configured to delay the vertical polarization component of the incoming pulse by 1 ⁇ 4 of a wavelength, and the half-wave polarization rotators 1115 and 1116 can be configured to rotate the polarization by 45°.
- the polarization rotators 1115 and 1117 operate on a pulses with an arbitrary polarization transmitted in the waveguide 1110 .
- the pulse is represented in the ⁇
- ⁇ A a
- 2 1.
- the operation performed by the quarter-wave polarization rotator 1117 is characterized by:
- the polarizing beamsplitter 1124 is configured so that the state
- ⁇ H ⁇ V basis is characterized by:
- ⁇ C a
- 2 1.
- the operation performed by the half-wave polarization rotator 1116 is characterized by:
- the pulse just before reaching the half-wave polarization rotator 1116 is in the state
- the state of the pulse emerging from the half-wave polarization rotator 1116 is give by:
- the pulse just before reaching the half-wave polarization rotator 1116 is in the state
- a light-emitting diode (“LED”) 1406 and a polarizing beamsplitter 1408 can be used to generate the pulse
- the transmission layer 1102 can be replaced by a photonic crystal with corresponding photonic crystal waveguides that can be used to direct the propagation of pulses.
- FIG. 14C illustrates a schematic representation of a QRBG 1410 that represents an embodiment of the present invention.
- the QRBG 1410 comprises a laser diode 1412 , an optical fiber 1414 , a waveguide coupler 1416 that splits the optical fiber 1414 into three optical fibers 1418 - 1420 .
- the QRBG 1410 also includes three half-wave plates 1422 - 1424 , a quarter-wave plate 1426 , and three polarizing couplers 1428 - 1430 .
- the laser diode 1412 can be replaced with an LED and a half-wave plate.
- the detection events at the avalanche photodiodes 1132 and 1133 can be recorded by the system control 1104 are used construct a sequence of random bits.
- the system control 1104 may record four different detection events. For example, when a pulse is detected by the avalanche photodiode 1132 , the binary number “1” is recorded, and when a pulse is detected by the avalanche photodiode 1133 , the binary number “0” is recorded. When no pulse is detected at either of the avalance photodiodes 1132 and 1133 , “No Pulse” is recorded, and when pulses are detected at both of the avalance photodiodes 1132 and 1133 , an “Error” is recorded. Table I summarizes the four kinds of events that may be recorded by the system control 1104 for each pulse
- FIG. 15 illustrates a hypothetical sequence of N raw counts 1500 recorded by the system control 1104 for a sequence of N pulses
- the sequence of N raw counts 1500 includes sequences of binary numbers “0” and “1” separated by a raw count “No Pulse” 1502 and a raw count “Error” 1504 .
- FIG. 16 illustrates generating a hypothetical sequence of random bits from a sequence of raw counts that have been generated by the QRBGs 1100 shown in FIG. 11 .
- the QRBG 1100 generates the sequence of N raw counts 1500 , shown in FIG. 15 .
- the “No Pulse” and “Error” detection events recorded in the sequence of N raw counts 1500 such as “No Pulse” 1502 and the “Error” 1504 , are removed from to produce a raw sequence of n bits represented by a column vector ⁇ right arrow over (r) ⁇ n 1602 , where n ⁇ N.
- the raw sequence 1602 includes a number of hypothetically biased bits, such as hypothetically biased bits 1504 - 1506 .
- the bias may be the result of hardware imperfections or, in a worst cased scenario, the state generator 1002 , such as the laser diode 1106 , is controlled by a entity that wishes to generate a biased sequence of bits.
- the sequence of random bits ⁇ right arrow over (s) ⁇ m is represented by a column vector 1608 .
- FIG. 17 illustrates the QRBG 1000 described above with reference to FIG. 10 under an adversarial scenario.
- the state generator 1002 falls under the control of an adversary, called “Eve” 1702
- the rest of the QRBG 1000 is under the control of a user, called “Alice” 1704 .
- Eve wants to generate a sequence of bits that appears random to Alice 1704 , and is partially known to Eve.
- the density matrix ⁇ circumflex over ( ⁇ ) ⁇ represents the maximum amount of information that Alice can obtain about the state of the pulses Alice is provided by Eve.
- Alice can determine the elements of the density matrix ⁇ circumflex over ( ⁇ ) ⁇ by performing tomographic analysis on pulses provided by Eve.
- the tomographic analysis also called “self-authentication,” is used to evaluate randomness of a sequence of bits.
- Tomographic analysis of quantum states is well-known in the art and is described, for example, in a reference by James et al., “Measurement of Qubits,” Phys. Rev. A, Vol. 64, 052312.
- Eve may also attempt to bias a sequence in a way that is known to her but appears random to Alice by transmitting pulses in a statistical mixture of the states
- ⁇ i ( c i
- Alice performs tomographic analysis to determine the density matrix operator:
- ⁇ ⁇ [ ⁇ i ⁇ p i ⁇ ⁇ c i ⁇ 2 ⁇ i ⁇ p i ⁇ c i ⁇ d i * ⁇ i ⁇ p i ⁇ c i * ⁇ d i ⁇ i ⁇ p i ⁇ ⁇ d i ⁇ 2 ]
- Pr H is the probability of measuring the state
- Pr V is the probability of measuring the state
- the density matrix operator and the density matrix are compositions of pure state density matrix operators and associated density matrices. Note that although Eve prepares and knows the state
- min-entropy a minimum entropy
- X is a random variable
- Pr(x) is the probability of a event x
- max x ⁇ X ⁇ Pr ⁇ ( x ) means the maximum probability Pr(x) over every event x in X.
- the min-entropy can be thought of as a measure of the amount of randomness in a probability distribution ranging from “0” to “1,” where “0” means an event occurs with certainty or not at all, and “1” means whether or not an event occurs is truly random.
- FIG. 18 is a plot of the min-entropy that represents an embodiment of the present invention.
- horizontal axis 1802 corresponds to the probability Pr(x) of an event x
- vertical axis 1804 represents values of the min-entropy
- curve 1806 represents the min-entropy H min (X).
- the maximum probability Pr(x) of the event x occurring is “1” 1808
- the min-entropy is “0” 1810 .
- the event x occurs with certainty and is completely deterministic.
- an event with a probability Pr(x) equal to “0” also has a min-entropy of “0” 1810 and means that the event does not occur.
- the min-entropy is “1” 1814 .
- the event x occurs without bias and corresponds to a truly random event.
- the min-entropy is between “0” and “1” and is said to be a biased event, such as such as the point 1816 , which corresponds to the min-entropy 1818 .
- the min-entropy can be extended to the case when Alice performs tomographic analysis on n pulses, all in the same pure state
- the random variable X is distributed over the set ⁇ 0, 1 ⁇ n , and the min-entropy is: H Min ((
- ) n ) ⁇ n log 2 (max( Pr H (
- the min-entropy is:
- the min-entropy associated with pulses is defined as the minimum min-entropy over all the possible decompositions of the density matrix ⁇ circumflex over ( ⁇ ) ⁇ . Using such a definition of the minimum min-entropy places an upper bound on the amount of information Eve can obtain about Alice's sequence.
- the min-entropy H Min ( ⁇ circumflex over ( ⁇ ) ⁇ ) is re-characterized as a function of the Stokes parameters.
- ⁇ i above can be rewritten in terms of the Stokes parameters (S 0 , S 1 , S 2 , S 3 ) as follows:
- ⁇ 1 , ⁇ 2 , and ⁇ 3 are the well-known Pauli matrices in the ⁇
- the Stokes parameters of the density matrix ⁇ circumflex over ( ⁇ ) ⁇ S can be determined based on the detection events as follows.
- Alice use the avalanche photodiodes 1132 and 1133 to detect single photons.
- the system control 1104 receives signals from the avalanche photodiodes 1132 and 1133 and calculates the average number of horizontally polarized photons, H and the average number of vertically polarized photons, V Alice uses the p-i-n photodetectors 1128 - 1131 to detect the intensities of electromagnetic radiation I( ⁇ 45 ), I( ⁇ ⁇ 45 ), I( ⁇ R ), and I( ⁇ L ).
- the system control 1104 receives signals corresponding to the intensities and calculates the corresponding average intensities ⁇ 45 , ⁇ ⁇ 45 ⁇ R and ⁇ L
- the normalized Stokes parameters can then be determined by:
- Theorem demonstrates that a measurement of the density matrix of the states used to generate a sequence of bits has an upper bound on the amount of information an adversary, such as Eve, can obtain.
- Barak et al. shows that given a sequence of n bits with a min-entropy H min , one can extract m random bits from the raw sequence of bits, where m ⁇ n.
- the m random bits are distributed according to a distribution which is arbitrarily close to a uniform distribution of bits.
- FIG. 19 shows a control-flow diagram that represents one of many embodiments of the present invention for generating sequences of random bits.
- the QRBGs 1100 described above are employed N times to filter the polarization components
- the system control 1104 calculates the average intensities ⁇ 45 ⁇ ⁇ 45 ⁇ R and ⁇ L which are used to determine the Stokes parameters S 2 and S 3 , as described above.
- step 1906 the routine “generate a sequence of raw bits” is called, which generates a raw sequence of n random bits ⁇ right arrow over (r) ⁇ n from a sequence of N raw counts, as described above with reference to FIG. 16 .
- step 1908 the routine “tomographic analysis” is called.
- the routine tomographic analysis is a method for determining a density matrix ⁇ circumflex over ( ⁇ ) ⁇ S and the min-entropy H min ( ⁇ circumflex over ( ⁇ ) ⁇ S ), as described above.
- step 1910 the routine “sift the sequence of raw bits” is called, which employs the min-entropy H min , to remove bias from the sequence ⁇ right arrow over (r) ⁇ n and produce a smaller sequence of m random bits ⁇ right arrow over (s) ⁇ m .
- step 1912 the sequence of random bits ⁇ right arrow over (s) ⁇ m is output.
- FIG. 20 shows a control-flow diagram for the routine “generate a sequence of raw bits” called in step 1906 of FIG. 19 and represents one of many embodiments of the present invention.
- N raw counts are collected as described above with reference to FIG. 15 .
- the raw count is sifted by discarding the raw counts that correspond to either “No Pulse” or “Errors” leaving a raw sequence of n random bits, as described above with reference to FIG. 15 .
- the system control 1104 averages of the raw counts corresponding to the states
- FIG. 21 shows a control-flow diagram for the routine “tomographic analysis” called in step 1908 of FIG. 19 and represents one of many embodiments of the present invention.
- step 2102 the averages ⁇ 45 ⁇ ⁇ 45 ⁇ R ⁇ L , obtained in step 1904 of FIG. 19 , and the averages H and V obtained in step 2006 of FIG. 20 , are acquired.
- step 2104 the density matrix ⁇ circumflex over ( ⁇ ) ⁇ S is constructed as described above.
- the density matrix ⁇ circumflex over ( ⁇ ) ⁇ S is used to construct the min-entropy H min ( ⁇ circumflex over ( ⁇ ) ⁇ S ).
- FIG. 22 is a control-flow diagram for the routine “sift the sequence of raw bits” called in step 1910 of FIG. 19 and represents one of many embodiments of the present invention.
- step 2202 the raw sequence of random bits ⁇ right arrow over (r) ⁇ n generated in the routine “generate sequence of raw binary numbers” in FIG. 20 is input.
- step 2204 the min-entropy H Min ( ⁇ circumflex over ( ⁇ ) ⁇ S ) generated in the routine “tomographic analysis” of FIG. 21 is input.
- the Toeplitz matrix T m ⁇ n is constructed, as described in the Barak et al. reference.
- step 2208 the sequence ⁇ right arrow over (s) ⁇ m is determined and output in step, as described above with reference to FIG. 16 .
- ⁇ a statistical distance between a distribution of m bits and a uniform distribution.
- the statistical distance is defined mathematically as:
- the yield Y is the fraction of random bits m/n that can be obtained from a raw sequence of random bits.
- states other than coherent states such as thermal states
- the state generator 1002 may be a light bulb.
- ⁇ L can be used, such as the polarization states described in the James et al. reference.
- Lemma 1 For each pure state
- ) ⁇ (
- ⁇ ⁇ 1 1 2 ⁇ [ 1 + S 3 ′ S 1 - iS 2 S 1 + iS 2 1 - S 3 ′ ]
- the function ⁇ ( ⁇ circumflex over ( ⁇ ) ⁇ S ) is a convex function of the Stokes parameters S 1 , S 2 , S 3 on the Poincare sphere.
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Abstract
Description
x n+1 =Ax n +C(mod M)
where
-
- 000110101011100101010111100100
This sequence can be partitioned into 5-bit words to give a sequence ofrandom base 2 numbers 00011, 01010, 11100, 10101, 01111, and 00100, which can then be translated into a corresponding sequence ofrandom base 10integers
- 000110101011100101010111100100
{circumflex over (Ψ)}(|Ψ)={circumflex over (Ψ)}|Ψ
where {circumflex over (Ψ)}|Ψ is a ket representing an observed quantum state. Typically, an operator {circumflex over (Ψ)} is associated with a set of states called “eigenstates.” An eigenstate is represented as “|ψi with the following property:
{circumflex over (Ψ)}|ψi =ψi|ψi
where i is a non-negative integer; and ψi is a real value, called an “eigenvalue,” that corresponds to a discrete real-valued measurable quantity that is observed when the quantum system is in the eigenstate |ψi For example, a measurement employed to determine the spin angular momentum of an electron parallel to the z-axis is represented by Ŝz, and the eigenvalue-eigenstate representations of observed spin-angular-momentum values are:
where ci is a complex valued coefficient called the “amplitude.” The state space associated with an operator is also called a “Hilbert space.” A Hilbert space includes a mathematical operation called the “inner product.” The inner product of two states |↑ and |Ξ is represented by:
Ξ|Ψ
where Ξ| is called a “bra,” and represents the complex conjugate and transpose of the state |Ξ The inner product has the following property:
Ξ|Ψ=Ψ|Ξ
where “*” represents the complex conjugate. The basis eigenstates of a Hilbert space are orthonormal, or in mathematical notation:
ψi|ψj =δij
where δij is 1 when i equals j, and 0 otherwise. For example, the inner product of the eigenstates of a single electron Hilbert space are:
↑|↑=↓|↓=1, and
↑|↓=↓|↑=0
Substituting for the coefficients in the linear superposition gives:
where “{circumflex over (1)}” is the identity operator. The summation is called the “completeness relation,” and the eigenstates {|ψi are said to be “complete.”
The measurement corresponding to the operator {circumflex over (Ψ)} projects the quantum system initially in the state |Ψ onto one of the eigenstates |ψi In other words, a measurement on a quantum system is essentially a filtering process that places the state of the quantum system into one of the eigenstates in the linear superposition at the time of the measurement. For example, an electron with an unknown spin orientation prior to a measurement corresponding to the operator Ŝz is represented in a linear superposition of states:
|Ψ=c1|↑+c2|↓
A spin determination measurement Ŝz projects the state of the electron onto either the state |↑ or the state |↓ at the time of the measurement. In other words, just after the spin determination measurement, the electron is either in the state |↑ or the state |↓
Pr(ψi)=|c i|2=ψi|Ψ
where |Ψ is normalized, and |ci|2 equals ci*ci and gives the outcome probability. For example, prior to a spin determination measurement in the spin basis {|↑|↓, consider an electron coherently prepared with a ½ probability of being found in the spin state |↑ and a ½ probability of being found in the spin state |↓ The state associated with the electron in such as spin state prior to a spin determination measurement can be represented by:
{circumflex over (Ψ)}=Ψ|{circumflex over (Ψ)}|
and is determined by applying the completeness relation as follows:
The expectation value represents the weighted eigenvalue average result expected from measurements on the quantum systems in the ensemble, where the initial state |Ψ of the quantum system is the same for each member of the ensemble. In other words, the linear superposition of states representing each quantum system is identical prior to the measurement. In practice, such an ensemble could be realized by preparing many identical and independent quantum systems all in the same state, or by repeatedly preparing a single system in the same state. Note that the expectation value may not be the value obtained for each measurement and, therefore, is not to be confused with the eigenvalue obtained from the measurement. For example, the expectation value of Ŝz can be any real value between the eigenvalues /2 and /2, but the actual measured value of Ŝz for an electron is always either /2 or /2 in each individual measurement.
{circumflex over (ρ)}=|ΨΨ|
where the state |Ψ is also called a “pure state,” which is distinguished from a statistical mixture of states described below. The density operator is represented in the {|ψi basis by a matrix called the “density matrix” whose matrix elements are:
ρij=ψi|{circumflex over (ρ)}|ψj =c i *c j
The density operator characterizes the state of the quantum system. In other words, the density operator provides all the physical information that can be calculated from the state |Ψ For example, the sum of the diagonal matrix elements of the density matrix is given by:
where Tr represents the trace, or sum of the diagonal elements, of a matrix. For example, the density matrix of a two-state quantum system in the pure state:
|Ψ=c 1|ψ1 +c 2|ψ2
is given by:
where the diagonal elements are the probabilities associated with projecting the quantum system into either the state |ψ1 or the state |ψ2 and the off-diagonal elements represent the interference effects between the states |ψ1 and |ψ2 In addition, the expectation value of a quantum system in the state |Ψ can be expressed as:
The quantum system is said to exist in a “statistical mixture of states.” The density operator for a statistical mixture of states can be determined as follows. As described above, the probability that a measurement of the observable {circumflex over (Ψ)} on a quantum system in the pure state |Ψi yields a result ψn is:
Pr i(ψn)=Ψi|ψn ψn|Ψi =|ψn|Ψi |2
However, the probability Pri(ψn) of observing ψn in a statistical mixture of states is weighted by pi and the summed over i to give:
is the density operator associated with a statistical mixture of states. The associated density matrix elements are given by:
The physical meaning of the density matrix is described for a two-state quantum system comprising a mixture of states:
|Ψi =c 1 (i)|ψ1 +c 2 (i)|ψ2
The corresponding density matrix is given by:
The diagonal matrix elements can be interpreted to mean that when the state of the quantum system is |Ψi the diagonal matrix element ρ11 represents the average probability of finding the quantum system in the state |ψ1 and the diagonal matrix element ρ22 represents the average probability of finding the quantum system in the state |ψ2 When the same measurement is carried out N times under identical conditions, Nρ11 will be found in the state |ψ1 and Nρ22 will be found in the state |ψ2 The off-diagonal elements ρ12 and ρ21 express the average interference effects between the states |ψ1 and |ψ2 Note that unlike the diagonal matrix elements, the off-diagonal matrix elements can be zero even though neither of the products c1 (i)c2 (i)* and c2 (i)c1 (i)* is zero, which means that the average over N measurements has cancelled out the interference effects of the states |ψ1 and |ψ2
({circumflex over (Ψ)}{circumflex over (Ξ)})(|ψ |ξ)=({circumflex over (Ψ)}|ψ)({circumflex over (Ξ)}|ξ)
where |ψ represents a state in the Hilbert space HΨ, and |ξ represents a state in the Hilbert space HΞ. The tensor product |ψ⊕|ξ can be abbreviated as |ψ|ξ, |ψ,ξ or |ψξ For example, the spin states of two electrons in an atomic orbital are bases for a combined Hilbert space. The two electrons can either both be spin up, both be spin down, the first electron spin up and the second electron spin down, or the first electron spin down and the second electron spin up. The various tensor product representations of two spin up electrons are given by:
|↑ 1 |↑ 2=|↑ 1|↑ 2=|↑,↑ 12=|↑↑ 12
where the
and the Coulomb, non-relativistic gauge condition:
∇·{right arrow over (A)}({right arrow over (r)},t)=0
where the electric and magnetic field components are determined by:
The electromagnetic radiation is assumed to be propagating and is subject to periodic boundary conditions imposed by a cubic, or quantization, cavity with perfectly reflecting walls, where the walls are of length L.
exp(i{right arrow over (k)}·{right arrow over (r)})=exp(i{right arrow over (k)}·({right arrow over (r)}+{right arrow over (L)}))
where {right arrow over (L)} is vector (L, L, L), and
where
{right arrow over (e)} {right arrow over (k)} ·{right arrow over (e)} {right arrow over (k)}s′=δss′,
and from the gauge condition given above:
{right arrow over (k)}·{right arrow over (e)} {right arrow over (k)}s=0,
for both polarization directions s. The two polarization vectors {right arrow over (e)}{right arrow over (k)}1 and {right arrow over (e)}{right arrow over (k)}2 form a right-handed coordinate system with a normalized wavevector given by:
Both the electric field {right arrow over (E)}({right arrow over (r)},t) and magnetic field {right arrow over (B)}({right arrow over (r)},t) are propagating wave solutions referred to as the “classical” representation of the electric and magnetic field, are orthogonal to one another, and are both orthogonal to the wavevector {right arrow over (k)}. Note that the wavevector {right arrow over (k)} and the polarization parameter s define what is called a “spatial mode” or “mode” of the electromagnetic radiation field.
where ∈0 is the electric permittivity of free space;
where
-
- â{right arrow over (k)}s is called the “annihilation operator;”
- â{right arrow over (k)}s † is called the “creation operator;” and
- â{right arrow over (k)}s †â {right arrow over (k)}s is called the “number operator” and is also denoted by {circumflex over (n)}{right arrow over (k)}s.
which can be substituted in the classical electric and magnetic field equations above to obtain electric and magnetic field operators:
Both the electric and magnetic field operators are Hermitian and represent measurable electric and magnetic fields.
where â and ↠replace the mode-dependent operators â{right arrow over (k)}k
where |n is called a “number state,” n is a nonnegative integer called the “photon number” representing the number of photons in an electromagnetic field, and En is an energy eigenvalue or energy of the electromagnetic field.
â|n =√{square root over (n)}|n−1
â†|n =√{square root over (n+1)}|n+1, and
{circumflex over (n)}|n =n|n
where {circumflex over (n)} represents the operator â†â and is called the “number operator.” The number states can be generated by repeated application of the annihilation and creation operators to the number states. For example, repeated application of the annihilation operator to a number state lowers the photon number:
where |0 is called the “vacuum state” and represents the lowest energy state of the electromagnetic radiation. Beginning with the vacuum state, and repeatedly applying the creation operator gives:
The number states are orthogonal and form a compete set represented by:
Applying the annihilation and creation operators to the energy eigenvalue equation gives:
which shows that the energy levels of electromagnetic radiation are equally spaced by a quantum of energy ω. In other words, the excitations of electromagnetic radiation occur in discrete amounts of energy ω called “photons.” The photon number n refers to the number of photons ω comprising the electromagnetic radiation.
where
The probability of photodetection of a photon in the time interval (t1,t2) at a distance z0 from the photon source is given by:
is a linear superposition of the number states used in many applications of quantized electromagnetic radiation. The coherent states are eigenstates of the annihilation operator:
â|α =α|α
where taking the complex conjugate gives:
α|{circumflex over (a)}†=α|α*
However, the coherent state |α is not an eigenstate of the creation operator {circumflex over (a)}† because the summation over a cannot be rearranged to give the coherent state from â†|α
n = α|{circumflex over (n)}|α =|α| 2
indicates that |α|2 is the mean number of photons. The probability of detecting n photons in a measurement of the number of photons is a Poisson distribution:
The Poisson distribution approaches a Gaussian distribution for large values of |α|2.
where the time t and displacement z are contained in the phase angle:
where α=|α|eiφ, and
H|H = V|V =1, and
H|V =1
where
respectively.
S 0 = a 1 2 + a 2 2
S 1 = a 1 2 a 2 2
S2=2a1a2 cos δ and
S3=2a1a2 sin δ
where
S 0 2 =S 1 2 +S 2 2 +S 3 2
Note that for a partially coherent quasi-monochromatic wave, the Stokes parameters are related by the inequality:
S 0 2 ≧S 1 2 +S 2 2 +S 3 2
The Stokes parameters are related to one another by the following Stokes relations:
S1=S0 cos 2χ cos 2ψ,
S2=S0 cos 2χ sin 2ψ, and
S3=S0 sin 2χ
where
where I(θ,∈) represents intensity of electromagnetic radiation with the electric field vibrations making an angle of θ with the x-axis when the y-component is subjected to a retardation ∈ with respect to the x-component. For example, the intensities I(0°, 0) and I(90°, 0) represent the intensities of horizontally and vertically polarized electromagnetic radiation, I(45°, 0) and I(−45°, 0) can represent the intensity of 45° and −45° polarized electromagnetic radiation, and
represent right-handed and left-handed circularly polarized electromagnetic radiation.
where
where
|α45 →c A|α45 A +c B|α45 B +c C|α45 C
where
The
where
|β A =a|α H A +b|α V A
with |a|2+|b|2=1. The operation performed by the quarter-
Following the quarter-
The
Hence the probability of detecting the horizontally polarized pulse |αH A at the
|β C =a|α H C +b|α V C
with |a|2+|b|2=1. The operation performed by the half-
|αH C
In other words, the half-
|αV C
In other words, the half-
TABLE II | ||
Detection at | Photon State | Information Recorded |
|
|H | “1” |
|
|V | “0” |
|
|H and |V | Error |
No pulse detected | |0 | No Pulse |
{right arrow over (s)} m =T m×n {right arrow over (r)} n
where m<n<N. The sequence of random bits {right arrow over (s)}m is represented by a column vector 1608.
|ψ=c|H+d|V
where
The density matrix {circumflex over (ρ)} represents the maximum amount of information that Alice can obtain about the state of the pulses Alice is provided by Eve. Alice can determine the elements of the density matrix {circumflex over (ρ)} by performing tomographic analysis on pulses provided by Eve. The tomographic analysis, also called “self-authentication,” is used to evaluate randomness of a sequence of bits. Tomographic analysis of quantum states is well-known in the art and is described, for example, in a reference by James et al., “Measurement of Qubits,” Phys. Rev. A, Vol. 64, 052312. Tomographic analysis is used to identify the states |ψ prepared by Eve. As described in the James et al. reference, in order to perform tomographic analysis on a b-qubit system, (4b−1) different expectation values are needed to determine the associated density matrix {circumflex over (ρ)}. As a result, numerous copies of identical states are needed for measurements of the expectation values. The (4b−1) different expectation values and the normalization requirement for the states ideally generates 4b independent restrictions on 2b complex coefficients of a general b-qubit system, permitting an analytic solution for the density matrix {circumflex over (ρ)} and 2b complex coefficients defining the measured state.
and the associated density matrix:
where
is the probability of measuring the state |V
The density matrix operator and the density matrix are compositions of pure state density matrix operators and associated density matrices. Note that although Eve prepares and knows the state |ψi of each pulse that Alice is measuring each time, Eve cannot control the outcome of Alice's measurement on a state |ψi because the outcome of each measurement performed by Alice is governed by the laws of quantum mechanics.
where
means the maximum probability Pr(x) over every event x in X.
In other words, the min-entropy can be thought of as a measure of the amount of randomness in a probability distribution ranging from “0” to “1,” where “0” means an event occurs with certainty or not at all, and “1” means whether or not an event occurs is truly random.
H Min(|ψψ|)=−log2(max(Pr H(|ψ),Pr V(|ψ)))
where
H Min((|ψψ|)n)=−n log2(max(Pr H(|ψ),Pr V(|ψ)))
Finally, when Alice performs tomographic analysis on n pulses in a statistical mixture of pure states |ψi provided by Eve, the min-entropy is:
Alice does not know the decomposition of the states comprising the pulse Eve is providing. Alice only has access to the density matrix {circumflex over (ρ)} that she generates during tomographic analysis. In order to obtain an extension of the min-entropy to arbitrary states, the min-entropy associated with pulses is defined as the minimum min-entropy over all the possible decompositions of the density matrix {circumflex over (ρ)}. Using such a definition of the minimum min-entropy places an upper bound on the amount of information Eve can obtain about Alice's sequence.
where
the following theorem can be stated:
H Min({circumflex over (ρ)}S)=∫({circumflex over (ρ)}S)
Proof of the Theorem is provided below in an appendix. The Theorem demonstrates that a measurement of the density matrix of the states used to generate a sequence of bits has an upper bound on the amount of information an adversary, such as Eve, can obtain. Barak et al. shows that given a sequence of n bits with a min-entropy Hmin, one can extract m random bits from the raw sequence of bits, where m<n. The m random bits are distributed according to a distribution which is arbitrarily close to a uniform distribution of bits.
where ∈ is a statistical distance between a distribution of m bits and a uniform distribution. The statistical distance is defined mathematically as:
where X and W denote different distributions. The yield Y is the fraction of random bits m/n that can be obtained from a raw sequence of random bits.
H Min({circumflex over (ρ)}S)=∫({circumflex over (ρ)}S)
In order to demonstrate a proof of the Theorem, proofs of the followings three Lemmas are demonstrated.
H Min(|ψψ|)=∫(|ψψ|)
Proof of
for the cases PrH>½, PrH<½, and PrV=½. First, because |ψ is a pure state, the associated Stokes parameters correspond to a point on the surface of a Poincare sphere, as described above with reference to
S 1=√{square root over (4P H(1−P H))}cos 2ψ
S 2=√{square root over (4P H(1−P H))}sin 2ψ
Substituting S1 and S2 into the right-hand side gives:
When PrH>½ the left-hand side reduces to
max(Pr H,1−Pr H)=Pr H,
and the right-hand side reduces to
When PrH<½ the left-hand side reduces to
max(Pr H,1−Pr H)=1−Pr H
and the right-hand side reduces to
Finally, for the trivial case, when PrHV=½, both the left and right hand side reduce to ½.
with S3′=√{square root over (1−S1 2−S2 2)} are a decomposition of the density matrix
Proof of Lemma 2: The density matrices represent pure states that are a decomposition of {circumflex over (ρ)}S with diagorial matrix elements that satisfy:
Based on
H Min(|ψ1 ψ1|)=∫({circumflex over (ρ)}S)=H Min(|ψ2 ψ2|)
In addition, based on the equation for
above, with n=1:
for each decomposition of {circumflex over (ρ)}S. Substituting the result of
above gives:
Which means that ∫({circumflex over (ρ)}S) is a lower bound for the min-entropy of {circumflex over (ρ)}S. But according to
∫({circumflex over (ρ)}S)=H Min({circumflex over (ρ)}S).
Therefore, ∫({circumflex over (ρ)}S) is equal to the minimum of HMin over all the decompositions of {circumflex over (ρ)}S. Q.E.D.
Claims (20)
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US20130266328A1 (en) * | 2012-04-05 | 2013-10-10 | Marc S. Paller | Quantum entanglement communications system |
US9436436B2 (en) | 2014-02-12 | 2016-09-06 | Ut-Battelle, Llc | Self-correcting random number generator |
US10248491B1 (en) * | 2015-05-29 | 2019-04-02 | Rigetti & Co, Inc. | Quantum computing in a three-dimensional device lattice |
US11256477B2 (en) * | 2017-12-19 | 2022-02-22 | Cambridge Quantum Computing Limited | Amplifying, generating, or certifying randomness |
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